{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Weakly Supervised 3D Object Detection from Point Clouds (VS3D)\n",
    "An official implementation of the ACM MM 2020 paper **Weakly Supervised 3D Object Detection from Point Clouds (VS3D)**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Import the VS3D class\n",
    "The VS3D class builds the whole network as well as the training and evaluation graphs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import utils\n",
    "from main import VS3D\n",
    "\n",
    "vs3d = VS3D(kitti='../data/demo/training',\n",
    "            train_set='../data/demo/train.txt',\n",
    "            val_set='../data/demo/val.txt',\n",
    "            is_training=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Predict the 3D bounding boxes and their 3D point cloud masks\n",
    "GPUs are not required for evaluation, so we use CPUs in this demo. Among the returned variables, bbox_list stores the sizes, locations and orientations of the predicted 3D bounding boxes. mask_list stores the 3D points inside these boxes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from ../data/pretrained/student/model_lidar_158000\n",
      "INFO:tensorflow:Restoring parameters from ../data/pretrained/student/model_lidar_158000\n",
      "INFO:root:Inference 000098\n",
      "INFO:root:Forward time: 1.915s, STD: 0.000s\n"
     ]
    }
   ],
   "source": [
    "bbox_list, mask_list, index_list, reader = vs3d.run(\n",
    "    save_dir='../output',\n",
    "    lidar_model='../data/pretrained/student/model_lidar_158000',\n",
    "    return_pred=True, max_pred_frames=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Visualize the predictions\n",
    "Then we draw the 3D bounding boxes and point clouds in the 3D space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, index in enumerate(index_list):\n",
    "    data = utils.parse_kitti_lines(bbox_list[i])\n",
    "    masks = mask_list[i]\n",
    "    image = Image.open(reader.data[index]['image_path'])\n",
    "    calib = reader.data[index]['P2']\n",
    "    \n",
    "    fig = plt.figure(figsize=(14, 10))\n",
    "    ax = fig.gca(projection='3d')\n",
    "    ax.grid(False)\n",
    "    ax.set_axis_off()   \n",
    "    ax.set_facecolor('whitesmoke')\n",
    "    ax.set_xlim((10, -10))\n",
    "    ax.set_ylim((5, 35))\n",
    "    ax.set_zlim((-7, 7))\n",
    "    ax.view_init(azim=-135, elev=30)\n",
    "    \n",
    "    points_cam = utils.read_sphere(\n",
    "        reader.data[index]['sphere_path'], \n",
    "        reader.data[index]['R0'].dot(reader.data[index]['Tr']))\n",
    "    utils.draw_point_cloud(points_cam, ax, 'grey', 0.005)\n",
    "    \n",
    "    for iobj, obj in enumerate(data):\n",
    "        if obj['score'] < 0.1:\n",
    "            continue\n",
    "        dim, loc, rot = obj['dimensions'], obj['location'], obj['rotation_y']\n",
    "        corners = utils.get_corners(dim, loc, rot)\n",
    "        utils.draw_space(corners, ax, 'orange', 1.0, linewidth=2)\n",
    "        points_masked = masks[iobj]\n",
    "        utils.draw_point_cloud(points_masked, ax, 'orange', 5)\n",
    "        \n",
    "    plt.show()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
